· 个股论点
就纯上行潜力而言，$IREN 仅因纯粹的吉瓦(GW)容量而颇具前景。然而，$NBIS 在所有新云(Neocloud)中拥有最高的非对称回报(asymmetrical return)。 随着最近发布的 Nebius 白皮书，他们公布了一些关于 GPU 利用率等数据。其全栈软件(full stack software)加上涵盖初创企业和中小企业(SMBs)的多元化客户群，有助于优化其运营支出(opex)，这是人们对其如何最大化 GPU 利润率的误解性护城河(misunderstood moat)。 人们试图将矿工(miners)框架化为潜在的转型者，但如果我们看看 $ORCL 的建设情况，他们在利润率转化上挣扎（建设后的 GPU 利用率等）。拥有其他软件层会压缩利润率，$CRWV 对此深有体会，这也是他们近期花费数十亿美元进行收购的原因。 因此，原始容量并不总能转化为良好的利润率。全栈能力+运营效率+多元化中小企业客户，使 Nebius 具有明显优势。
So in terms of raw upside, $IREN is promising just because of pure GW capacity. However, $NBIS has the highest asymmetrical return out of any Neocloud. With the recent Nebius whitepaper, they published a bit about GPU utilization, etc. Their full stack software + diversified customer base with startups, SMBs, helps their own opex, which is a misunderstood moat in terms of how they maximize margins from GPUs. People try to frame miners as potential pivots but if we look at $ORCL builtout, they were struggling with margins that didn’t translate (gpu utilization after buildout, etc). Having other software layers like compresses margins and $CRWV found that out firsthand, which is why they spent billions on acquisitions recently. So having raw capacity doesn’t always translate to good profit margins. So being full stack + operational efficiency + diversified smbs gives Nebius a clear edge.